Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 172 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 17.6 KiB |
| Average record size in memory | 104.7 B |
Variable types
| Numeric | 13 |
|---|
log10Epeak has constant value "-inf" | Constant |
Fbest is highly correlated with T_abest and 1 other fields | High correlation |
T_abest is highly correlated with Fbest | High correlation |
Photonindex_plateau is highly correlated with Beta and 1 other fields | High correlation |
Beta is highly correlated with Photonindex_plateau and 1 other fields | High correlation |
Gamma is highly correlated with Photonindex_plateau and 1 other fields | High correlation |
log10PeakFlux is highly correlated with Fbest and 1 other fields | High correlation |
log10T90 is highly correlated with log10Fluence | High correlation |
log10Fluence is highly correlated with log10PeakFlux and 1 other fields | High correlation |
Fbest is highly correlated with T_abest and 1 other fields | High correlation |
T_abest is highly correlated with Fbest | High correlation |
Photonindex_plateau is highly correlated with Beta and 1 other fields | High correlation |
Beta is highly correlated with Photonindex_plateau and 1 other fields | High correlation |
Gamma is highly correlated with Photonindex_plateau and 1 other fields | High correlation |
log10PeakFlux is highly correlated with Fbest and 1 other fields | High correlation |
log10T90 is highly correlated with log10Fluence | High correlation |
log10Fluence is highly correlated with log10PeakFlux and 1 other fields | High correlation |
Fbest is highly correlated with T_abest | High correlation |
T_abest is highly correlated with Fbest | High correlation |
Photonindex_plateau is highly correlated with Beta | High correlation |
Beta is highly correlated with Photonindex_plateau | High correlation |
Fbest is highly correlated with T_abest and 5 other fields | High correlation |
T_abest is highly correlated with Fbest and 2 other fields | High correlation |
Photonindex_plateau is highly correlated with Fbest and 2 other fields | High correlation |
Beta is highly correlated with Fbest and 2 other fields | High correlation |
Gamma is highly correlated with Fbest and 4 other fields | High correlation |
log10PeakFlux is highly correlated with Fbest and 1 other fields | High correlation |
log10T90 is highly correlated with T_abest and 2 other fields | High correlation |
log10Fluence is highly correlated with Fbest and 3 other fields | High correlation |
log10z is highly correlated with Gamma and 2 other fields | High correlation |
log10Epeak has 172 (100.0%) infinite values | Infinite |
Unnamed: 0 has unique values | Unique |
T_abest has unique values | Unique |
Alpha_best has unique values | Unique |
Gamma has unique values | Unique |
Reproduction
| Analysis started | 2021-10-30 03:14:42.933512 |
|---|---|
| Analysis finished | 2021-10-30 03:14:57.815651 |
| Duration | 14.88 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 172 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 101.5116279 |
| Minimum | 0 |
|---|---|
| Maximum | 206 |
| Zeros | 1 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 8.55 |
| Q1 | 52.25 |
| median | 100.5 |
| Q3 | 150.5 |
| 95-th percentile | 196.45 |
| Maximum | 206 |
| Range | 206 |
| Interquartile range (IQR) | 98.25 |
Descriptive statistics
| Standard deviation | 60.38962077 |
|---|---|
| Coefficient of variation (CV) | 0.5949034807 |
| Kurtosis | -1.167204525 |
| Mean | 101.5116279 |
| Median Absolute Deviation (MAD) | 50 |
| Skewness | 0.03339284403 |
| Sum | 17460 |
| Variance | 3646.906297 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1 | 0.6% |
| 138 | 1 | 0.6% |
| 130 | 1 | 0.6% |
| 131 | 1 | 0.6% |
| 132 | 1 | 0.6% |
| 133 | 1 | 0.6% |
| 134 | 1 | 0.6% |
| 135 | 1 | 0.6% |
| 136 | 1 | 0.6% |
| 137 | 1 | 0.6% |
| Other values (162) | 162 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 206 | 1 | |
| 205 | 1 | |
| 204 | 1 | |
| 203 | 1 | |
| 202 | 1 | |
| 200 | 1 | |
| 199 | 1 | |
| 198 | 1 | |
| 197 | 1 | |
| 196 | 1 |
| Distinct | 171 |
|---|---|
| Distinct (%) | 99.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -10.66097639 |
| Minimum | -12.6568 |
|---|---|
| Maximum | -8.315649473 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 172 |
| Negative (%) | 100.0% |
| Memory size | 1.5 KiB |
Quantile statistics
| Minimum | -12.6568 |
|---|---|
| 5-th percentile | -11.86273308 |
| Q1 | -11.28225898 |
| median | -10.7506 |
| Q3 | -10.05239026 |
| 95-th percentile | -9.1257002 |
| Maximum | -8.315649473 |
| Range | 4.341150527 |
| Interquartile range (IQR) | 1.22986872 |
Descriptive statistics
| Standard deviation | 0.8340950752 |
|---|---|
| Coefficient of variation (CV) | -0.07823815048 |
| Kurtosis | -0.252515123 |
| Mean | -10.66097639 |
| Median Absolute Deviation (MAD) | 0.597358755 |
| Skewness | 0.3445467353 |
| Sum | -1833.687939 |
| Variance | 0.6957145945 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -10.7527 | 2 | 1.2% |
| -11.3757 | 1 | 0.6% |
| -11.5208 | 1 | 0.6% |
| -9.50443 | 1 | 0.6% |
| -11.3117 | 1 | 0.6% |
| -9.84891 | 1 | 0.6% |
| -11.3095 | 1 | 0.6% |
| -10.6117 | 1 | 0.6% |
| -12.6568 | 1 | 0.6% |
| -10.791 | 1 | 0.6% |
| Other values (161) | 161 |
| Value | Count | Frequency (%) |
| -12.6568 | 1 | |
| -12.3335 | 1 | |
| -12.2656 | 1 | |
| -12.2388 | 1 | |
| -12.08537383 | 1 | |
| -11.9611 | 1 | |
| -11.92063319 | 1 | |
| -11.8833 | 1 | |
| -11.8633 | 1 | |
| -11.86226923 | 1 |
| Value | Count | Frequency (%) |
| -8.315649473 | 1 | |
| -8.6099 | 1 | |
| -8.713485538 | 1 | |
| -8.82118 | 1 | |
| -8.91732 | 1 | |
| -9.050589497 | 1 | |
| -9.0572 | 1 | |
| -9.075883162 | 1 | |
| -9.082336001 | 1 | |
| -9.16118 | 1 |
| Distinct | 172 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.729446653 |
| Minimum | 2.071571247 |
|---|---|
| Maximum | 5.76634 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 KiB |
Quantile statistics
| Minimum | 2.071571247 |
|---|---|
| 5-th percentile | 2.630607237 |
| Q1 | 3.262963597 |
| median | 3.70097 |
| Q3 | 4.150535 |
| 95-th percentile | 4.866125 |
| Maximum | 5.76634 |
| Range | 3.694768753 |
| Interquartile range (IQR) | 0.887571403 |
Descriptive statistics
| Standard deviation | 0.6471598761 |
|---|---|
| Coefficient of variation (CV) | 0.1735270501 |
| Kurtosis | 0.2232245622 |
| Mean | 3.729446653 |
| Median Absolute Deviation (MAD) | 0.44982 |
| Skewness | 0.1962929184 |
| Sum | 641.4648243 |
| Variance | 0.4188159052 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4.86356 | 1 | 0.6% |
| 3.69323 | 1 | 0.6% |
| 3.53686 | 1 | 0.6% |
| 3.77824 | 1 | 0.6% |
| 2.85608 | 1 | 0.6% |
| 4.29222 | 1 | 0.6% |
| 3.30337 | 1 | 0.6% |
| 5.76634 | 1 | 0.6% |
| 3.39431 | 1 | 0.6% |
| 3.85419 | 1 | 0.6% |
| Other values (162) | 162 |
| Value | Count | Frequency (%) |
| 2.071571247 | 1 | |
| 2.311950854 | 1 | |
| 2.455171016 | 1 | |
| 2.49217 | 1 | |
| 2.52429 | 1 | |
| 2.541665548 | 1 | |
| 2.56606 | 1 | |
| 2.59006 | 1 | |
| 2.611097194 | 1 | |
| 2.64657 | 1 |
| Value | Count | Frequency (%) |
| 5.76634 | 1 | |
| 5.409190417 | 1 | |
| 5.227294768 | 1 | |
| 5.1057 | 1 | |
| 5.089520716 | 1 | |
| 5.08558 | 1 | |
| 5.03344 | 1 | |
| 4.91124 | 1 | |
| 4.86926 | 1 | |
| 4.86356 | 1 |
| Distinct | 172 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.344641211 |
| Minimum | 0.542155161 |
|---|---|
| Maximum | 2.77382 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 KiB |
Quantile statistics
| Minimum | 0.542155161 |
|---|---|
| 5-th percentile | 0.888203065 |
| Q1 | 1.1067075 |
| median | 1.239855297 |
| Q3 | 1.468921449 |
| 95-th percentile | 2.066925 |
| Maximum | 2.77382 |
| Range | 2.231664839 |
| Interquartile range (IQR) | 0.3622139485 |
Descriptive statistics
| Standard deviation | 0.3800360895 |
|---|---|
| Coefficient of variation (CV) | 0.2826301071 |
| Kurtosis | 2.167745197 |
| Mean | 1.344641211 |
| Median Absolute Deviation (MAD) | 0.1901073655 |
| Skewness | 1.339924859 |
| Sum | 231.2782883 |
| Variance | 0.1444274293 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.10818 | 1 | 0.6% |
| 0.897942 | 1 | 0.6% |
| 1.25134 | 1 | 0.6% |
| 1.64981 | 1 | 0.6% |
| 1.16056 | 1 | 0.6% |
| 1.22723 | 1 | 0.6% |
| 1.54959 | 1 | 0.6% |
| 2.33322 | 1 | 0.6% |
| 1.17705 | 1 | 0.6% |
| 2.03808 | 1 | 0.6% |
| Other values (162) | 162 |
| Value | Count | Frequency (%) |
| 0.542155161 | 1 | |
| 0.774169 | 1 | |
| 0.842217 | 1 | |
| 0.863159 | 1 | |
| 0.86819371 | 1 | |
| 0.871656 | 1 | |
| 0.875171 | 1 | |
| 0.883711 | 1 | |
| 0.886105811 | 1 | |
| 0.889919 | 1 |
| Value | Count | Frequency (%) |
| 2.77382 | 1 | |
| 2.64643 | 1 | |
| 2.519603733 | 1 | |
| 2.5054 | 1 | |
| 2.38763 | 1 | |
| 2.33322 | 1 | |
| 2.32574 | 1 | |
| 2.263127344 | 1 | |
| 2.10218 | 1 | |
| 2.03808 | 1 |
Photonindex_plateau
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 113 |
|---|---|
| Distinct (%) | 65.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.898589535 |
| Minimum | 1.145 |
|---|---|
| Maximum | 2.46 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 KiB |
Quantile statistics
| Minimum | 1.145 |
|---|---|
| 5-th percentile | 1.5255 |
| Q1 | 1.77 |
| median | 1.9 |
| Q3 | 2.03 |
| 95-th percentile | 2.26725 |
| Maximum | 2.46 |
| Range | 1.315 |
| Interquartile range (IQR) | 0.26 |
Descriptive statistics
| Standard deviation | 0.2243488692 |
|---|---|
| Coefficient of variation (CV) | 0.1181660728 |
| Kurtosis | 0.9590699622 |
| Mean | 1.898589535 |
| Median Absolute Deviation (MAD) | 0.13 |
| Skewness | -0.3611707933 |
| Sum | 326.5574 |
| Variance | 0.05033241509 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.86 | 7 | 4.1% |
| 1.98 | 5 | 2.9% |
| 1.92 | 5 | 2.9% |
| 2.03 | 4 | 2.3% |
| 1.83 | 4 | 2.3% |
| 2.06 | 4 | 2.3% |
| 1.87 | 4 | 2.3% |
| 1.84 | 4 | 2.3% |
| 1.9 | 3 | 1.7% |
| 1.91 | 3 | 1.7% |
| Other values (103) | 129 |
| Value | Count | Frequency (%) |
| 1.145 | 1 | |
| 1.198 | 1 | |
| 1.2529 | 1 | |
| 1.375 | 1 | |
| 1.39 | 1 | |
| 1.396 | 1 | |
| 1.47 | 1 | |
| 1.502 | 1 | |
| 1.52 | 1 | |
| 1.53 | 1 |
| Value | Count | Frequency (%) |
| 2.46 | 1 | |
| 2.38 | 1 | |
| 2.375 | 1 | |
| 2.36 | 1 | |
| 2.357 | 1 | |
| 2.317 | 1 | |
| 2.3 | 1 | |
| 2.29 | 1 | |
| 2.27 | 1 | |
| 2.265 | 1 |
| Distinct | 112 |
|---|---|
| Distinct (%) | 65.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.8980953488 |
| Minimum | 0.145 |
|---|---|
| Maximum | 1.46 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 KiB |
Quantile statistics
| Minimum | 0.145 |
|---|---|
| 5-th percentile | 0.547325 |
| Q1 | 0.77 |
| median | 0.9 |
| Q3 | 1.03 |
| 95-th percentile | 1.26725 |
| Maximum | 1.46 |
| Range | 1.315 |
| Interquartile range (IQR) | 0.26 |
Descriptive statistics
| Standard deviation | 0.223389443 |
|---|---|
| Coefficient of variation (CV) | 0.2487368889 |
| Kurtosis | 0.9647015915 |
| Mean | 0.8980953488 |
| Median Absolute Deviation (MAD) | 0.13 |
| Skewness | -0.3343488423 |
| Sum | 154.4724 |
| Variance | 0.04990284325 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.86 | 7 | 4.1% |
| 0.98 | 4 | 2.3% |
| 0.87 | 4 | 2.3% |
| 0.9 | 4 | 2.3% |
| 1.03 | 4 | 2.3% |
| 1.06 | 4 | 2.3% |
| 0.92 | 4 | 2.3% |
| 0.83 | 4 | 2.3% |
| 0.65 | 3 | 1.7% |
| 0.95 | 3 | 1.7% |
| Other values (102) | 131 |
| Value | Count | Frequency (%) |
| 0.145 | 1 | |
| 0.198 | 1 | |
| 0.2529 | 1 | |
| 0.375 | 1 | |
| 0.39 | 1 | |
| 0.396 | 1 | |
| 0.502 | 1 | |
| 0.52 | 1 | |
| 0.53 | 1 | |
| 0.5615 | 1 |
| Value | Count | Frequency (%) |
| 1.46 | 1 | |
| 1.38 | 1 | |
| 1.375 | 1 | |
| 1.36 | 1 | |
| 1.357 | 1 | |
| 1.317 | 1 | |
| 1.3 | 1 | |
| 1.29 | 1 | |
| 1.27 | 1 | |
| 1.265 | 1 |
| Distinct | 172 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.98343907 |
| Minimum | 1.37246 |
|---|---|
| Maximum | 2.55463 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 KiB |
Quantile statistics
| Minimum | 1.37246 |
|---|---|
| 5-th percentile | 1.7059775 |
| Q1 | 1.89189 |
| median | 1.99125 |
| Q3 | 2.075365 |
| 95-th percentile | 2.2418345 |
| Maximum | 2.55463 |
| Range | 1.18217 |
| Interquartile range (IQR) | 0.183475 |
Descriptive statistics
| Standard deviation | 0.1730739775 |
|---|---|
| Coefficient of variation (CV) | 0.08725953833 |
| Kurtosis | 1.647617819 |
| Mean | 1.98343907 |
| Median Absolute Deviation (MAD) | 0.095635 |
| Skewness | -0.1239664612 |
| Sum | 341.15152 |
| Variance | 0.0299546017 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.99544 | 1 | 0.6% |
| 2.12551 | 1 | 0.6% |
| 1.84304 | 1 | 0.6% |
| 1.93772 | 1 | 0.6% |
| 1.95996 | 1 | 0.6% |
| 1.63218 | 1 | 0.6% |
| 1.79496 | 1 | 0.6% |
| 1.93447 | 1 | 0.6% |
| 2.01678 | 1 | 0.6% |
| 1.78547 | 1 | 0.6% |
| Other values (162) | 162 |
| Value | Count | Frequency (%) |
| 1.37246 | 1 | |
| 1.46604 | 1 | |
| 1.52512 | 1 | |
| 1.59788 | 1 | |
| 1.6177 | 1 | |
| 1.63218 | 1 | |
| 1.65934 | 1 | |
| 1.68684 | 1 | |
| 1.70111 | 1 | |
| 1.70996 | 1 |
| Value | Count | Frequency (%) |
| 2.55463 | 1 | |
| 2.4947 | 1 | |
| 2.45742 | 1 | |
| 2.37144 | 1 | |
| 2.29559 | 1 | |
| 2.28823 | 1 | |
| 2.25837 | 1 | |
| 2.25722 | 1 | |
| 2.24976 | 1 | |
| 2.23535 | 1 |
| Distinct | 155 |
|---|---|
| Distinct (%) | 90.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -6.678996572 |
| Minimum | -7.63638802 |
|---|---|
| Maximum | -5.07007044 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 172 |
| Negative (%) | 100.0% |
| Memory size | 1.5 KiB |
Quantile statistics
| Minimum | -7.63638802 |
|---|---|
| 5-th percentile | -7.470015479 |
| Q1 | -7.083687845 |
| median | -6.777283529 |
| Q3 | -6.32140147 |
| 95-th percentile | -5.606400181 |
| Maximum | -5.07007044 |
| Range | 2.56631758 |
| Interquartile range (IQR) | 0.7622863751 |
Descriptive statistics
| Standard deviation | 0.5429382506 |
|---|---|
| Coefficient of variation (CV) | -0.08129039217 |
| Kurtosis | -0.0763337807 |
| Mean | -6.678996572 |
| Median Absolute Deviation (MAD) | 0.3413321893 |
| Skewness | 0.6345763156 |
| Sum | -1148.78741 |
| Variance | 0.294781944 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -6.903089987 | 4 | 2.3% |
| -6.928117993 | 3 | 1.7% |
| -6.696803943 | 3 | 1.7% |
| -7.325138859 | 2 | 1.2% |
| -6.665546249 | 2 | 1.2% |
| -6.567030709 | 2 | 1.2% |
| -6.801342913 | 2 | 1.2% |
| -6.609064893 | 2 | 1.2% |
| -6.777283529 | 2 | 1.2% |
| -6.651695137 | 2 | 1.2% |
| Other values (145) | 148 |
| Value | Count | Frequency (%) |
| -7.63638802 | 1 | |
| -7.634512015 | 1 | |
| -7.527243551 | 1 | |
| -7.517126416 | 1 | |
| -7.515700161 | 1 | |
| -7.514278574 | 1 | |
| -7.498940738 | 1 | |
| -7.488116639 | 1 | |
| -7.474955193 | 1 | |
| -7.465973894 | 1 |
| Value | Count | Frequency (%) |
| -5.07007044 | 1 | |
| -5.235823868 | 1 | |
| -5.372634143 | 1 | |
| -5.419075024 | 1 | |
| -5.517126416 | 1 | |
| -5.524328812 | 1 | |
| -5.554395797 | 1 | |
| -5.563837353 | 1 | |
| -5.583359493 | 1 | |
| -5.625251654 | 1 |
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 172 |
| Infinite (%) | 100.0% |
| Mean | -inf |
| Minimum | -inf |
|---|---|
| Maximum | -inf |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 172 |
| Negative (%) | 100.0% |
| Memory size | 1.5 KiB |
Quantile statistics
| Minimum | -inf |
|---|---|
| 5-th percentile | nan |
| Q1 | nan |
| median | nan |
| Q3 | nan |
| 95-th percentile | nan |
| Maximum | -inf |
| Range | nan |
| Interquartile range (IQR) | nan |
Descriptive statistics
| Standard deviation | nan |
|---|---|
| Coefficient of variation (CV) | nan |
| Kurtosis | nan |
| Mean | -inf |
| Median Absolute Deviation (MAD) | nan |
| Skewness | nan |
| Sum | -inf |
| Variance | nan |
| Monotonicity | Increasing |
Histogram with fixed size bins (bins=1)
| Value | Count | Frequency (%) |
| -inf | 172 |
| Value | Count | Frequency (%) |
| -inf | 172 |
| Value | Count | Frequency (%) |
| -inf | 172 |
| Distinct | 160 |
|---|---|
| Distinct (%) | 93.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.561931328 |
| Minimum | -0.7447274949 |
|---|---|
| Maximum | 3.146128036 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 6 |
| Negative (%) | 3.5% |
| Memory size | 1.5 KiB |
Quantile statistics
| Minimum | -0.7447274949 |
|---|---|
| 5-th percentile | 0.1461280357 |
| Q1 | 1.191673841 |
| median | 1.681241237 |
| Q3 | 2.052959277 |
| 95-th percentile | 2.465075198 |
| Maximum | 3.146128036 |
| Range | 3.890855531 |
| Interquartile range (IQR) | 0.8612854361 |
Descriptive statistics
| Standard deviation | 0.7144896613 |
|---|---|
| Coefficient of variation (CV) | 0.4574398684 |
| Kurtosis | 0.6575366907 |
| Mean | 1.561931328 |
| Median Absolute Deviation (MAD) | 0.4142598803 |
| Skewness | -0.84316446 |
| Sum | 268.6521885 |
| Variance | 0.5104954761 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.681241237 | 4 | 2.3% |
| 1.748188027 | 2 | 1.2% |
| 1.041392685 | 2 | 1.2% |
| 0.6989700043 | 2 | 1.2% |
| 2.322219295 | 2 | 1.2% |
| 1.806179974 | 2 | 1.2% |
| 1 | 2 | 1.2% |
| -0.5228787453 | 2 | 1.2% |
| 1.664641976 | 2 | 1.2% |
| 0.1461280357 | 2 | 1.2% |
| Other values (150) | 150 |
| Value | Count | Frequency (%) |
| -0.7447274949 | 1 | |
| -0.5228787453 | 2 | |
| -0.3279021421 | 1 | |
| -0.1191864077 | 1 | |
| -0.09151498112 | 1 | |
| 0.07918124605 | 1 | |
| 0.1139433523 | 1 | |
| 0.1461280357 | 2 | |
| 0.1875207208 | 1 | |
| 0.2041199827 | 1 |
| Value | Count | Frequency (%) |
| 3.146128036 | 1 | |
| 2.851258349 | 1 | |
| 2.74028372 | 1 | |
| 2.686993566 | 1 | |
| 2.64246452 | 1 | |
| 2.531478917 | 1 | |
| 2.500373714 | 1 | |
| 2.477121255 | 1 | |
| 2.46834733 | 1 | |
| 2.462397998 | 1 |
| Distinct | 130 |
|---|---|
| Distinct (%) | 75.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -5.661021487 |
| Minimum | -7.167491087 |
|---|---|
| Maximum | -4.387216143 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 172 |
| Negative (%) | 100.0% |
| Memory size | 1.5 KiB |
Quantile statistics
| Minimum | -7.167491087 |
|---|---|
| 5-th percentile | -6.708994382 |
| Q1 | -6.034033442 |
| median | -5.646939945 |
| Q3 | -5.19599396 |
| 95-th percentile | -4.684704725 |
| Maximum | -4.387216143 |
| Range | 2.780274944 |
| Interquartile range (IQR) | 0.8380394816 |
Descriptive statistics
| Standard deviation | 0.6058593326 |
|---|---|
| Coefficient of variation (CV) | -0.10702297 |
| Kurtosis | -0.5006071286 |
| Mean | -5.661021487 |
| Median Absolute Deviation (MAD) | 0.4292751133 |
| Skewness | -0.1816461647 |
| Sum | -973.6956957 |
| Variance | 0.3670655309 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -5.853871964 | 5 | 2.9% |
| -5.958607315 | 5 | 2.9% |
| -5.698970004 | 4 | 2.3% |
| -5.619788758 | 4 | 2.3% |
| -5.443697499 | 3 | 1.7% |
| -5.920818754 | 3 | 1.7% |
| -5.744727495 | 3 | 1.7% |
| -5.48148606 | 3 | 1.7% |
| -5.045757491 | 3 | 1.7% |
| -6.173925197 | 2 | 1.2% |
| Other values (120) | 137 |
| Value | Count | Frequency (%) |
| -7.167491087 | 1 | |
| -7.004364805 | 1 | |
| -7 | 1 | |
| -6.853871964 | 2 | |
| -6.795880017 | 1 | |
| -6.769551079 | 1 | |
| -6.744727495 | 1 | |
| -6.721246399 | 1 | |
| -6.698970004 | 2 | |
| -6.659555885 | 1 |
| Value | Count | Frequency (%) |
| -4.387216143 | 1 | |
| -4.443697499 | 1 | |
| -4.528708289 | 1 | |
| -4.552841969 | 1 | |
| -4.578396073 | 1 | |
| -4.619788758 | 1 | |
| -4.657577319 | 1 | |
| -4.677780705 | 2 | |
| -4.690369833 | 1 | |
| -4.698970004 | 1 |
log10NH
Real number (ℝ≥0)
| Distinct | 150 |
|---|---|
| Distinct (%) | 87.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.57772856 |
| Minimum | 20.51188336 |
|---|---|
| Maximum | 22.7512791 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 KiB |
Quantile statistics
| Minimum | 20.51188336 |
|---|---|
| 5-th percentile | 20.82621607 |
| Q1 | 21.24762992 |
| median | 21.59160359 |
| Q3 | 21.92086639 |
| 95-th percentile | 22.38542387 |
| Maximum | 22.7512791 |
| Range | 2.239395743 |
| Interquartile range (IQR) | 0.6732364728 |
Descriptive statistics
| Standard deviation | 0.4758184814 |
|---|---|
| Coefficient of variation (CV) | 0.02205137024 |
| Kurtosis | -0.5491850026 |
| Mean | 21.57772856 |
| Median Absolute Deviation (MAD) | 0.3366352281 |
| Skewness | 0.01106687156 |
| Sum | 3711.369312 |
| Variance | 0.2264032273 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 21.01703334 | 4 | 2.3% |
| 22.01703334 | 3 | 1.7% |
| 21.41995575 | 3 | 1.7% |
| 21.34830486 | 3 | 1.7% |
| 21.91698005 | 2 | 1.2% |
| 21.62013605 | 2 | 1.2% |
| 21.3283796 | 2 | 1.2% |
| 21.35024802 | 2 | 1.2% |
| 21.41329976 | 2 | 1.2% |
| 21.49692965 | 2 | 1.2% |
| Other values (140) | 147 |
| Value | Count | Frequency (%) |
| 20.51188336 | 1 | |
| 20.53529412 | 1 | |
| 20.64246452 | 1 | |
| 20.65705585 | 1 | |
| 20.67209786 | 1 | |
| 20.71933129 | 1 | |
| 20.72672721 | 1 | |
| 20.79239169 | 1 | |
| 20.80617997 | 1 | |
| 20.84260924 | 1 |
| Value | Count | Frequency (%) |
| 22.7512791 | 1 | |
| 22.56702637 | 1 | |
| 22.56229286 | 1 | |
| 22.49968708 | 1 | |
| 22.49831055 | 1 | |
| 22.46089784 | 1 | |
| 22.44247977 | 1 | |
| 22.41995575 | 1 | |
| 22.38738983 | 1 | |
| 22.38381537 | 1 |
| Distinct | 164 |
|---|---|
| Distinct (%) | 95.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2012252139 |
| Minimum | -1.096910013 |
|---|---|
| Maximum | 0.9731278536 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 44 |
| Negative (%) | 25.6% |
| Memory size | 1.5 KiB |
Quantile statistics
| Minimum | -1.096910013 |
|---|---|
| 5-th percentile | -0.4513142987 |
| Q1 | -0.012892644 |
| median | 0.2446479958 |
| Q3 | 0.4565527064 |
| 95-th percentile | 0.6568852603 |
| Maximum | 0.9731278536 |
| Range | 2.070037867 |
| Interquartile range (IQR) | 0.4694453504 |
Descriptive statistics
| Standard deviation | 0.3575272558 |
|---|---|
| Coefficient of variation (CV) | 1.776751774 |
| Kurtosis | 1.617335286 |
| Mean | 0.2012252139 |
| Median Absolute Deviation (MAD) | 0.223773031 |
| Skewness | -1.011433982 |
| Sum | 34.6107368 |
| Variance | 0.1278257386 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.361727836 | 2 | 1.2% |
| 0.6127838567 | 2 | 1.2% |
| -0.08618614762 | 2 | 1.2% |
| 0.1903316982 | 2 | 1.2% |
| 0.5563025008 | 2 | 1.2% |
| 0.3222192947 | 2 | 1.2% |
| 0.1583624921 | 2 | 1.2% |
| -0.09691001301 | 2 | 1.2% |
| 0.2898118391 | 1 | 0.6% |
| -0.1396619934 | 1 | 0.6% |
| Other values (154) | 154 |
| Value | Count | Frequency (%) |
| -1.096910013 | 1 | |
| -0.9546770212 | 1 | |
| -0.9318141383 | 1 | |
| -0.903089987 | 1 | |
| -0.8312079797 | 1 | |
| -0.660151217 | 1 | |
| -0.5272435507 | 1 | |
| -0.4605475085 | 1 | |
| -0.4546928835 | 1 | |
| -0.448550002 | 1 |
| Value | Count | Frequency (%) |
| 0.9731278536 | 1 | |
| 0.9138138524 | 1 | |
| 0.748188027 | 1 | |
| 0.6989700043 | 1 | |
| 0.6981005456 | 1 | |
| 0.69019608 | 1 | |
| 0.678700435 | 1 | |
| 0.6727441983 | 1 | |
| 0.6720978579 | 1 | |
| 0.6444385895 | 1 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| Unnamed: 0 | Fbest | T_abest | Alpha_best | Photonindex_plateau | Beta | Gamma | log10PeakFlux | log10Epeak | log10T90 | log10Fluence | log10NH | log10z | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | -11.37570 | 4.86356 | 1.108180 | 1.8560 | 0.8560 | 1.99544 | -6.950782 | -inf | 1.980458 | -5.492144 | 21.916980 | 0.289812 |
| 1 | 1 | -10.70470 | 3.73997 | 0.863159 | 1.9710 | 0.9710 | 2.01045 | -7.112383 | -inf | 2.183270 | -5.882729 | 20.937518 | 0.510545 |
| 2 | 2 | -9.65399 | 3.12435 | 0.984108 | 1.9995 | 0.9995 | 1.78711 | -5.958607 | -inf | 1.522444 | -5.085128 | 22.127105 | 0.462398 |
| 3 | 3 | -10.55640 | 2.99481 | 0.842217 | 1.9000 | 0.9000 | 2.06183 | -6.653647 | -inf | 0.397940 | -6.435334 | 21.751279 | -0.184754 |
| 4 | 4 | -10.09840 | 4.05018 | 2.387630 | 1.5615 | 0.5615 | 1.61770 | -7.337242 | -inf | 2.194514 | -5.623423 | 21.738781 | 0.598791 |
| 5 | 5 | -10.28690 | 3.63973 | 1.447290 | 1.8585 | 0.8585 | 1.85570 | -6.655608 | -inf | 1.278754 | -5.698970 | 21.257679 | 0.233047 |
| 6 | 6 | -10.86020 | 4.21721 | 1.522340 | 2.2180 | 1.2180 | 2.11696 | -7.088842 | -inf | 1.943989 | -5.667562 | 21.348305 | 0.544068 |
| 7 | 7 | -12.23880 | 5.08558 | 0.954481 | 1.8600 | 0.8600 | 1.94709 | -7.488117 | -inf | 1.354108 | -6.575118 | 20.970812 | -0.080922 |
| 8 | 8 | -12.33350 | 4.76235 | 1.801000 | 2.1100 | 1.1100 | 2.45742 | -7.498941 | -inf | 1.550228 | -6.384050 | 21.960946 | -0.527244 |
| 9 | 9 | -11.58960 | 4.25742 | 1.147710 | 1.7300 | 0.7300 | 1.89482 | -7.125518 | -inf | 0.602060 | -6.769551 | 21.714330 | -0.028539 |
Last rows
| Unnamed: 0 | Fbest | T_abest | Alpha_best | Photonindex_plateau | Beta | Gamma | log10PeakFlux | log10Epeak | log10T90 | log10Fluence | log10NH | log10z | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 196 | -11.67760 | 4.78411 | 1.979010 | 1.837 | 0.837 | 1.91015 | -6.197226 | -inf | 2.176091 | -5.080922 | 20.869741 | 0.205299 |
| 163 | 197 | -10.75270 | 3.60698 | 0.998947 | 1.830 | 0.830 | 1.88453 | -6.600326 | -inf | 1.778151 | -5.397940 | 21.743124 | -0.161781 |
| 164 | 198 | -10.92440 | 4.02089 | 1.869040 | 1.915 | 0.820 | 2.03508 | -6.609065 | -inf | 2.468347 | -5.113509 | 21.661769 | 0.322219 |
| 165 | 199 | -11.76000 | 3.44619 | 1.424520 | 1.630 | 0.630 | 1.46604 | -7.163676 | -inf | 1.806180 | -5.920819 | 22.130694 | 0.585461 |
| 166 | 200 | -10.16730 | 3.52924 | 1.372520 | 1.530 | 0.530 | 1.88559 | -6.453457 | -inf | 1.824126 | -5.236572 | 21.777710 | 0.389520 |
| 167 | 202 | -9.76499 | 2.56606 | 1.095460 | 1.860 | 0.860 | 2.05668 | -6.062482 | -inf | -0.091515 | -6.055517 | 21.608143 | 0.113943 |
| 168 | 203 | -9.87283 | 2.77561 | 1.420660 | 2.100 | 1.100 | 1.80565 | -6.090444 | -inf | 0.857935 | -5.585027 | 21.485744 | 0.120409 |
| 169 | 204 | -9.79296 | 3.11887 | 1.476550 | 1.980 | 0.980 | 1.94118 | -6.301899 | -inf | 2.013259 | -5.079355 | 21.653633 | 0.173186 |
| 170 | 205 | -10.66550 | 2.64657 | 1.004290 | 1.705 | 0.640 | 2.03664 | -6.806875 | -inf | 0.079181 | -6.744727 | 21.311754 | 0.416474 |
| 171 | 206 | -11.09770 | 3.58709 | 1.406490 | 1.860 | 0.860 | 1.93407 | -6.928118 | -inf | 1.365488 | -5.920819 | 20.901458 | 0.380211 |